{"id":"W7135532801","doi":"","title":"Transdisciplinary working","year":2017,"lang":"en","type":"article","venue":"Discovery Research Portal (University of Dundee)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005504497,0.000133914,0.0003233125,0.0005961532,0.003000247,0.000935481,0.003300735,0.0001188081,0.001473682],"category_scores_gemma":[0.0008066456,0.0001256145,0.0002543021,0.0006199664,0.001524514,0.003523054,0.001520146,0.0004891893,0.0003256631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000415991,"about_ca_system_score_gemma":0.0004796815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002293883,"about_ca_topic_score_gemma":0.005921832,"domain_scores_codex":[0.994575,0.0004272754,0.0002953958,0.0006300277,0.003451307,0.0006209885],"domain_scores_gemma":[0.9963814,0.0005325495,0.0002831471,0.001598908,0.0009445103,0.0002594745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.009728456,0.002384926,0.2009577,0.000161285,0.0006221813,0.007040299,0.07256249,0.0002965462,0.02248804,0.2778931,0.2060857,0.1997793],"study_design_scores_gemma":[0.001754819,0.001120885,0.5226008,0.0002010837,0.00002028276,0.00002587099,0.3218348,0.002318536,0.0008459402,0.1403332,0.008447355,0.000496433],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465391,0.0000831737,0.001345351,0.003297319,0.0001710405,0.0002563283,0.00004484962,0.00001504877,0.2482478],"genre_scores_gemma":[0.9534928,0.00004654912,0.0001625733,0.000004890449,0.0001039621,7.271163e-7,0.00001360704,0.00001000933,0.04616493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3216431,"threshold_uncertainty_score":0.9994391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3106778022931658,"score_gpt":0.4734803400872442,"score_spread":0.1628025377940784,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}